Profiling Report

Dataset statistics

Number of variables	14
Number of observations	5570
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.0 MiB
Average record size in memory	189.9 B

Variable types

Numeric	13
Categorical	1

Alerts

`Município` has a high cardinality: 5570 distinct values	High cardinality
`CV_HEPatite_BB` is highly correlated with `CV_HIB` and 9 other fields	High correlation
`CV_HIB` is highly correlated with `CV_HEPatite_BB` and 9 other fields	High correlation
`CV_DPT` is highly correlated with `CV_HEPatite_BB` and 9 other fields	High correlation
`CV_POLIO` is highly correlated with `CV_HEPatite_BB` and 9 other fields	High correlation
`CV_ROTA` is highly correlated with `CV_HEPatite_BB` and 9 other fields	High correlation
`CV_PNEMO` is highly correlated with `CV_HEPatite_BB` and 9 other fields	High correlation
`CV_MnCC` is highly correlated with `CV_HEPatite_BB` and 9 other fields	High correlation
`CV_SCR1` is highly correlated with `CV_HEPatite_BB` and 9 other fields	High correlation
`CV_SCR2` is highly correlated with `CV_HEPatite_BB` and 9 other fields	High correlation
`CV_Varicela` is highly correlated with `CV_HEPatite_BB` and 9 other fields	High correlation
`CV_HEPatite_A` is highly correlated with `CV_HEPatite_BB` and 9 other fields	High correlation
`Município` is uniformly distributed	Uniform
`COD` has unique values	Unique
`Município` has unique values	Unique
`CV_BCG` has 177 (3.2%) zeros	Zeros

Reproduction

Analysis started	2022-11-09 00:41:13.926584
Analysis finished	2022-11-09 00:41:42.031648
Duration	28.11 seconds
Software version	pandas-profiling v3.4.0
Download configuration	config.json

COD
Real number (ℝ_≥0)

UNIQUE

Distinct	5570
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	325358.6278

Minimum	110001
Maximum	530010
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	110001
5-th percentile	150777.25
Q1	251212.5
median	314627.5
Q3	411918.75
95-th percentile	510729.55
Maximum	530010
Range	420009
Interquartile range (IQR)	160706.25

Descriptive statistics

Standard deviation	98491.03388
Coefficient of variation (CV)	0.3027152977
Kurtosis	-0.5258091553
Mean	325358.6278
Median Absolute Deviation (MAD)	74152.5
Skewness	0.1213411839
Sum	1812247557
Variance	9700483754
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
110001	1	< 0.1%
353970	1	< 0.1%
354040	1	< 0.1%
354030	1	< 0.1%
354025	1	< 0.1%
354020	1	< 0.1%
354010	1	< 0.1%
354000	1	< 0.1%
353990	1	< 0.1%
353980	1	< 0.1%
Other values (5560)	5560	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
110001	1	< 0.1%
110002	1	< 0.1%
110003	1	< 0.1%
110004	1	< 0.1%
110005	1	< 0.1%
110006	1	< 0.1%
110007	1	< 0.1%
110008	1	< 0.1%
110009	1	< 0.1%
110010	1	< 0.1%

Value	Count	Frequency (%)
530010	1	< 0.1%
522230	1	< 0.1%
522220	1	< 0.1%
522205	1	< 0.1%
522200	1	< 0.1%
522190	1	< 0.1%
522185	1	< 0.1%
522180	1	< 0.1%
522170	1	< 0.1%
522160	1	< 0.1%

Município
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	5570
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	467.3 KiB

110001 Alta Floresta D'Oeste	1
353970 Platina	1
354040 Populina	1
354030 Pontes Gestal	1
354025 Pontalinda	1
Other values (5565)	5565

Length

Max length	39
Median length	34
Mean length	18.61059246
Min length	10

Characters and Unicode

Total characters	103661
Distinct characters	80
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5570 ?
Unique (%)	100.0%

Sample

1st row	110001 Alta Floresta D'Oeste
2nd row	110002 Ariquemes
3rd row	110003 Cabixi
4th row	110004 Cacoal
5th row	110005 Cerejeiras

Common Values

Value	Count	Frequency (%)
110001 Alta Floresta D'Oeste	1	< 0.1%
353970 Platina	1	< 0.1%
354040 Populina	1	< 0.1%
354030 Pontes Gestal	1	< 0.1%
354025 Pontalinda	1	< 0.1%
354020 Pontal	1	< 0.1%
354010 Pongaí	1	< 0.1%
354000 Pompéia	1	< 0.1%
353990 Poloni	1	< 0.1%
353980 Poá	1	< 0.1%
Other values (5560)	5560	99.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
do	756	4.8%
são	364	2.3%
de	302	1.9%
santa	161	1.0%
da	143	0.9%
nova	135	0.9%
sul	115	0.7%
rio	94	0.6%
dos	73	0.5%
josé	70	0.4%
Other values (9533)	13640	86.0%

Most occurring characters

Value	Count	Frequency (%)
	10283	9.9%
a	8791	8.5%
0	8160	7.9%
o	5961	5.8%
1	4774	4.6%
2	4591	4.4%
r	4532	4.4%
i	4388	4.2%
3	4106	4.0%
e	3764	3.6%
Other values (70)	44311	42.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	50872	49.1%
Decimal Number	33420	32.2%
Space Separator	10283	9.9%
Uppercase Letter	9010	8.7%
Other Punctuation	47	< 0.1%
Dash Punctuation	29	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	8791	17.3%
o	5961	11.7%
r	4532	8.9%
i	4388	8.6%
e	3764	7.4%
n	3196	6.3%
d	2553	5.0%
s	2423	4.8%
t	2293	4.5%
u	2155	4.2%
Other values (27)	10816	21.3%

Uppercase Letter

Value	Count	Frequency (%)
S	1137	12.6%
C	970	10.8%
P	911	10.1%
M	721	8.0%
A	698	7.7%
B	602	6.7%
I	475	5.3%
J	405	4.5%
G	391	4.3%
R	367	4.1%
Other values (20)	2333	25.9%

Decimal Number

Value	Count	Frequency (%)
0	8160	24.4%
1	4774	14.3%
2	4591	13.7%
3	4106	12.3%
5	3654	10.9%
4	2781	8.3%
7	1470	4.4%
6	1422	4.3%
9	1382	4.1%
8	1080	3.2%

Space Separator

Value	Count	Frequency (%)
	10283	100.0%

Other Punctuation

Value	Count	Frequency (%)
'	47	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	29	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	59882	57.8%
Common	43779	42.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	8791	14.7%
o	5961	10.0%
r	4532	7.6%
i	4388	7.3%
e	3764	6.3%
n	3196	5.3%
d	2553	4.3%
s	2423	4.0%
t	2293	3.8%
u	2155	3.6%
Other values (57)	19826	33.1%

Common

Value	Count	Frequency (%)
	10283	23.5%
0	8160	18.6%
1	4774	10.9%
2	4591	10.5%
3	4106	9.4%
5	3654	8.3%
4	2781	6.4%
7	1470	3.4%
6	1422	3.2%
9	1382	3.2%
Other values (3)	1156	2.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	100822	97.3%
None	2839	2.7%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	10283	10.2%
a	8791	8.7%
0	8160	8.1%
o	5961	5.9%
1	4774	4.7%
2	4591	4.6%
r	4532	4.5%
i	4388	4.4%
3	4106	4.1%
e	3764	3.7%
Other values (54)	41472	41.1%

None

Value	Count	Frequency (%)
ã	794	28.0%
á	393	13.8%
í	336	11.8%
é	317	11.2%
ç	268	9.4%
ó	243	8.6%
â	161	5.7%
ú	101	3.6%
ô	71	2.5%
ê	70	2.5%
Other values (6)	85	3.0%

CV_BCG
Real number (ℝ_≥0)

ZEROS

Distinct	3660
Distinct (%)	65.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	73.32931418

Minimum	0
Maximum	798.5
Zeros	177
Zeros (%)	3.2%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	5.0645
Q1	45.83
median	80.175
Q3	97.4625
95-th percentile	125.8895
Maximum	798.5
Range	798.5
Interquartile range (IQR)	51.6325

Descriptive statistics

Standard deviation	42.3616947
Coefficient of variation (CV)	0.5776911345
Kurtosis	34.29976691
Mean	73.32931418
Median Absolute Deviation (MAD)	22.145
Skewness	2.489903005
Sum	408444.28
Variance	1794.513178
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	177	3.2%
100	100	1.8%
50	19	0.3%
75	16	0.3%
83.33	14	0.3%
25	13	0.2%
66.67	12	0.2%
90.91	10	0.2%
94.44	10	0.2%
80	10	0.2%
Other values (3650)	5189	93.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	177	3.2%
0.45	1	< 0.1%
0.48	1	< 0.1%
0.55	2	< 0.1%
0.67	1	< 0.1%
0.7	2	< 0.1%
0.79	2	< 0.1%
0.81	1	< 0.1%
0.82	1	< 0.1%
0.84	1	< 0.1%

Value	Count	Frequency (%)
798.5	1	< 0.1%
727.3	1	< 0.1%
572.66	1	< 0.1%
548.77	1	< 0.1%
464.74	1	< 0.1%
431.91	1	< 0.1%
391.94	1	< 0.1%
268.16	1	< 0.1%
265.94	1	< 0.1%
262.35	1	< 0.1%

CV_HEPatite_BB
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3422
Distinct (%)	61.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	85.21601975

Minimum	0
Maximum	361.54
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	46.469
Q1	67.7075
median	81.39
Q3	97.73
95-th percentile	134.78
Maximum	361.54
Range	361.54
Interquartile range (IQR)	30.0225

Descriptive statistics

Standard deviation	29.34078907
Coefficient of variation (CV)	0.3443107195
Kurtosis	8.500584716
Mean	85.21601975
Median Absolute Deviation (MAD)	14.925
Skewness	1.744074483
Sum	474653.23
Variance	860.8819035
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	84	1.5%
75	25	0.4%
77.78	19	0.3%
80	18	0.3%
66.67	17	0.3%
83.33	15	0.3%
71.43	14	0.3%
84.62	14	0.3%
93.75	13	0.2%
90	13	0.2%
Other values (3412)	5338	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
1.17	1	< 0.1%
1.59	1	< 0.1%
4.35	1	< 0.1%
6.45	1	< 0.1%
8.62	1	< 0.1%
9.44	1	< 0.1%
9.9	1	< 0.1%
9.91	1	< 0.1%
11.63	1	< 0.1%

Value	Count	Frequency (%)
361.54	1	< 0.1%
350	1	< 0.1%
340.74	1	< 0.1%
316.67	1	< 0.1%
277.78	1	< 0.1%
272.22	1	< 0.1%
265.12	1	< 0.1%
264.29	1	< 0.1%
263.64	1	< 0.1%
261.11	1	< 0.1%

CV_HIB
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3431
Distinct (%)	61.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	85.31403052

Minimum	0
Maximum	361.54
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	46.5115
Q1	67.8325
median	81.43
Q3	97.92
95-th percentile	134.857
Maximum	361.54
Range	361.54
Interquartile range (IQR)	30.0875

Descriptive statistics

Standard deviation	29.34923618
Coefficient of variation (CV)	0.3440141791
Kurtosis	8.476601842
Mean	85.31403052
Median Absolute Deviation (MAD)	14.91
Skewness	1.740420109
Sum	475199.15
Variance	861.3776641
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	76	1.4%
75	25	0.4%
80	18	0.3%
77.78	17	0.3%
66.67	17	0.3%
83.33	15	0.3%
71.43	15	0.3%
84.62	14	0.3%
85.71	14	0.3%
93.75	13	0.2%
Other values (3421)	5346	96.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
1.17	1	< 0.1%
1.59	1	< 0.1%
4.35	1	< 0.1%
6.45	1	< 0.1%
8.62	1	< 0.1%
9.44	1	< 0.1%
9.9	1	< 0.1%
9.91	1	< 0.1%
11.63	1	< 0.1%

Value	Count	Frequency (%)
361.54	1	< 0.1%
350	1	< 0.1%
340.74	1	< 0.1%
316.67	1	< 0.1%
277.78	1	< 0.1%
272.22	1	< 0.1%
265.12	1	< 0.1%
264.29	1	< 0.1%
263.64	1	< 0.1%
261.11	1	< 0.1%

CV_DPT
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3431
Distinct (%)	61.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	85.49964632

Minimum	0
Maximum	361.54
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	46.679
Q1	67.925
median	81.7
Q3	98.1675
95-th percentile	135
Maximum	361.54
Range	361.54
Interquartile range (IQR)	30.2425

Descriptive statistics

Standard deviation	29.39396865
Coefficient of variation (CV)	0.3437905292
Kurtosis	8.490359389
Mean	85.49964632
Median Absolute Deviation (MAD)	14.885
Skewness	1.746049892
Sum	476233.03
Variance	864.0053932
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	73	1.3%
75	24	0.4%
80	18	0.3%
77.78	16	0.3%
66.67	16	0.3%
83.33	16	0.3%
85.71	13	0.2%
71.43	13	0.2%
69.23	13	0.2%
91.67	12	0.2%
Other values (3421)	5356	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
1.17	1	< 0.1%
1.59	1	< 0.1%
4.35	1	< 0.1%
6.45	1	< 0.1%
8.62	1	< 0.1%
9.44	1	< 0.1%
9.91	1	< 0.1%
10.1	1	< 0.1%
11.63	1	< 0.1%

Value	Count	Frequency (%)
361.54	1	< 0.1%
350	1	< 0.1%
340.74	1	< 0.1%
316.67	1	< 0.1%
277.78	1	< 0.1%
272.22	1	< 0.1%
265.12	1	< 0.1%
264.29	1	< 0.1%
263.64	2	< 0.1%
261.11	1	< 0.1%

CV_POLIO
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3362
Distinct (%)	60.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	97.47475763

Minimum	0
Maximum	715.38
Zeros	3
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	59.7445
Q1	82.425
median	94.29
Q3	107.815
95-th percentile	145.088
Maximum	715.38
Range	715.38
Interquartile range (IQR)	25.39

Descriptive statistics

Standard deviation	29.39536708
Coefficient of variation (CV)	0.3015690195
Kurtosis	42.60275208
Mean	97.47475763
Median Absolute Deviation (MAD)	12.68
Skewness	3.217633832
Sum	542934.4
Variance	864.0876058
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	133	2.4%
133.33	20	0.4%
80	18	0.3%
75	18	0.3%
128.57	17	0.3%
125	15	0.3%
85.71	14	0.3%
114.29	13	0.2%
116.67	13	0.2%
83.33	13	0.2%
Other values (3352)	5296	95.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	0.1%
4.35	1	< 0.1%
13.51	1	< 0.1%
13.58	1	< 0.1%
13.74	1	< 0.1%
13.79	1	< 0.1%
15.62	1	< 0.1%
16.07	1	< 0.1%
16.11	1	< 0.1%
16.13	1	< 0.1%

Value	Count	Frequency (%)
715.38	1	< 0.1%
375	1	< 0.1%
360	1	< 0.1%
337.04	1	< 0.1%
304.12	1	< 0.1%
285.75	1	< 0.1%
275	1	< 0.1%
272.22	1	< 0.1%
270	1	< 0.1%
266.67	2	< 0.1%

CV_ROTA
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3258
Distinct (%)	58.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	97.8920395

Minimum	0
Maximum	425
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	62.63
Q1	84.7325
median	95.62
Q3	107.9275
95-th percentile	140
Maximum	425
Range	425
Interquartile range (IQR)	23.195

Descriptive statistics

Standard deviation	25.70106644
Coefficient of variation (CV)	0.2625450095
Kurtosis	11.32207726
Mean	97.8920395
Median Absolute Deviation (MAD)	11.52
Skewness	1.670716931
Sum	545258.66
Variance	660.5448163
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	135	2.4%
114.29	19	0.3%
111.11	16	0.3%
120	16	0.3%
116.67	16	0.3%
87.5	15	0.3%
91.67	14	0.3%
133.33	13	0.2%
80	12	0.2%
75	12	0.2%
Other values (3248)	5302	95.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
1.59	1	< 0.1%
11.26	1	< 0.1%
12.07	1	< 0.1%
12.9	1	< 0.1%
13.16	1	< 0.1%
13.21	1	< 0.1%
16.98	1	< 0.1%
18.26	1	< 0.1%
19.05	1	< 0.1%

Value	Count	Frequency (%)
425	1	< 0.1%
311.11	2	< 0.1%
291.67	1	< 0.1%
276.92	1	< 0.1%
270	1	< 0.1%
266.67	1	< 0.1%
263.16	1	< 0.1%
250	1	< 0.1%
245.45	1	< 0.1%
241.3	1	< 0.1%

CV_PNEMO
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3256
Distinct (%)	58.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	101.304325

Minimum	0
Maximum	433.33
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	67.07
Q1	88.135
median	98.425
Q3	111.11
95-th percentile	144.404
Maximum	433.33
Range	433.33
Interquartile range (IQR)	22.975

Descriptive statistics

Standard deviation	25.94379161
Coefficient of variation (CV)	0.2560975715
Kurtosis	12.33643329
Mean	101.304325
Median Absolute Deviation (MAD)	11.34
Skewness	1.804307687
Sum	564265.09
Variance	673.080323
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	130	2.3%
116.67	20	0.4%
111.11	19	0.3%
133.33	18	0.3%
110	17	0.3%
125	15	0.3%
112.5	15	0.3%
114.29	14	0.3%
91.67	13	0.2%
95.45	12	0.2%
Other values (3246)	5297	95.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
3.17	1	< 0.1%
12.9	1	< 0.1%
13.06	1	< 0.1%
14.72	1	< 0.1%
16.98	1	< 0.1%
18.97	1	< 0.1%
19.19	1	< 0.1%
19.72	1	< 0.1%
21.93	1	< 0.1%

Value	Count	Frequency (%)
433.33	1	< 0.1%
344.44	1	< 0.1%
323.08	1	< 0.1%
305.56	1	< 0.1%
291.67	1	< 0.1%
270.37	1	< 0.1%
265.79	1	< 0.1%
260	1	< 0.1%
258.44	1	< 0.1%
250	1	< 0.1%

CV_MnCC
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3299
Distinct (%)	59.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.2620682

Minimum	0
Maximum	375
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	64.128
Q1	86.4125
median	97.695
Q3	110.53
95-th percentile	145.607
Maximum	375
Range	375
Interquartile range (IQR)	24.1175

Descriptive statistics

Standard deviation	26.87693061
Coefficient of variation (CV)	0.2680667883
Kurtosis	9.675608158
Mean	100.2620682
Median Absolute Deviation (MAD)	11.935
Skewness	1.614179705
Sum	558459.72
Variance	722.3693992
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	116	2.1%
125	20	0.4%
116.67	17	0.3%
111.11	16	0.3%
112.5	15	0.3%
114.29	15	0.3%
93.75	14	0.3%
120	13	0.2%
83.33	13	0.2%
106.25	11	0.2%
Other values (3289)	5320	95.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
1.59	1	< 0.1%
7.25	1	< 0.1%
13.06	1	< 0.1%
16.13	1	< 0.1%
16.6	1	< 0.1%
17.22	1	< 0.1%
18.33	1	< 0.1%
18.97	1	< 0.1%
19.01	1	< 0.1%

Value	Count	Frequency (%)
375	1	< 0.1%
362.96	1	< 0.1%
338.46	1	< 0.1%
304.17	1	< 0.1%
300	1	< 0.1%
277.78	1	< 0.1%
270.37	1	< 0.1%
268.18	1	< 0.1%
266.23	1	< 0.1%
254.35	1	< 0.1%

CV_SCR1
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3245
Distinct (%)	58.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	102.9138025

Minimum	0
Maximum	367.74
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	68.797
Q1	89.87
median	100
Q3	112.105
95-th percentile	148.0855
Maximum	367.74
Range	367.74
Interquartile range (IQR)	22.235

Descriptive statistics

Standard deviation	26.12121151
Coefficient of variation (CV)	0.2538164063
Kurtosis	10.80717523
Mean	102.9138025
Median Absolute Deviation (MAD)	11.11
Skewness	1.741423626
Sum	573229.88
Variance	682.3176909
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	153	2.7%
133.33	23	0.4%
120	21	0.4%
110	16	0.3%
90.91	16	0.3%
90	16	0.3%
116.67	15	0.3%
92.86	13	0.2%
105.56	11	0.2%
128.57	11	0.2%
Other values (3235)	5275	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
2.82	1	< 0.1%
4.6	1	< 0.1%
8.77	1	< 0.1%
8.88	1	< 0.1%
11.11	1	< 0.1%
17.95	1	< 0.1%
18.64	1	< 0.1%
19.26	1	< 0.1%
21.88	1	< 0.1%

Value	Count	Frequency (%)
367.74	1	< 0.1%
354.55	1	< 0.1%
345.41	1	< 0.1%
316	2	< 0.1%
300	1	< 0.1%
290	1	< 0.1%
280	1	< 0.1%
272.22	1	< 0.1%
268.84	1	< 0.1%
260.87	1	< 0.1%

CV_SCR2
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3387
Distinct (%)	60.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	92.27414722

Minimum	0
Maximum	328
Zeros	3
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	50
Q1	77.44
median	91.16
Q3	105.1525
95-th percentile	137.795
Maximum	328
Range	328
Interquartile range (IQR)	27.7125

Descriptive statistics

Standard deviation	27.20906072
Coefficient of variation (CV)	0.2948719825
Kurtosis	5.097385318
Mean	92.27414722
Median Absolute Deviation (MAD)	13.84
Skewness	0.9053714702
Sum	513967
Variance	740.3329855
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	116	2.1%
75	20	0.4%
111.11	17	0.3%
85.71	17	0.3%
120	15	0.3%
112.5	15	0.3%
116.67	14	0.3%
125	14	0.3%
83.33	13	0.2%
50	12	0.2%
Other values (3377)	5317	95.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	0.1%
1.89	1	< 0.1%
2.7	1	< 0.1%
4.55	1	< 0.1%
4.6	1	< 0.1%
4.96	1	< 0.1%
5.07	1	< 0.1%
6.78	1	< 0.1%
7.02	1	< 0.1%
7.17	1	< 0.1%

Value	Count	Frequency (%)
328	1	< 0.1%
322.73	1	< 0.1%
288	1	< 0.1%
257.14	1	< 0.1%
244.64	1	< 0.1%
243.64	2	< 0.1%
240	1	< 0.1%
230.77	1	< 0.1%
230	2	< 0.1%
225.64	1	< 0.1%

CV_Varicela
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3425
Distinct (%)	61.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	92.48526032

Minimum	0
Maximum	328
Zeros	5
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	50.5435
Q1	77.8325
median	91.365
Q3	105.015
95-th percentile	137.5
Maximum	328
Range	328
Interquartile range (IQR)	27.1825

Descriptive statistics

Standard deviation	27.06415219
Coefficient of variation (CV)	0.2926320593
Kurtosis	4.955909596
Mean	92.48526032
Median Absolute Deviation (MAD)	13.62
Skewness	0.8816134481
Sum	515142.9
Variance	732.4683335
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	123	2.2%
125	19	0.3%
80	16	0.3%
133.33	14	0.3%
85.71	14	0.3%
75	14	0.3%
120	13	0.2%
84.62	12	0.2%
88.89	12	0.2%
105.56	11	0.2%
Other values (3415)	5322	95.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	0.1%
3.7	1	< 0.1%
4.18	1	< 0.1%
4.39	1	< 0.1%
5.41	1	< 0.1%
7	1	< 0.1%
7.02	1	< 0.1%
8.48	1	< 0.1%
8.89	1	< 0.1%
9.47	1	< 0.1%

Value	Count	Frequency (%)
328	1	< 0.1%
327.27	1	< 0.1%
280	1	< 0.1%
253.06	1	< 0.1%
245.45	1	< 0.1%
240	1	< 0.1%
230.77	1	< 0.1%
230.36	1	< 0.1%
225.85	1	< 0.1%
219.57	1	< 0.1%

CV_HEPatite_A
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	3730
Distinct (%)	67.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	190.197693

Minimum	0
Maximum	672.73
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	43.6 KiB

Quantile statistics

Minimum	0
5-th percentile	111.367
Q1	162.26
median	187.195
Q3	212.77
95-th percentile	277.6765
Maximum	672.73
Range	672.73
Interquartile range (IQR)	50.51

Descriptive statistics

Standard deviation	52.39975167
Coefficient of variation (CV)	0.2755015103
Kurtosis	6.277636744
Mean	190.197693
Median Absolute Deviation (MAD)	25.26
Skewness	1.095050737
Sum	1059401.15
Variance	2745.733975
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
200	113	2.0%
177.78	18	0.3%
187.5	17	0.3%
166.67	15	0.3%
222.22	14	0.3%
266.67	14	0.3%
171.43	14	0.3%
160	14	0.3%
216.67	13	0.2%
250	13	0.2%
Other values (3720)	5325	95.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
2.82	1	< 0.1%
7.41	1	< 0.1%
8.62	1	< 0.1%
10.15	1	< 0.1%
15.06	1	< 0.1%
17.54	1	< 0.1%
21.62	1	< 0.1%
21.88	1	< 0.1%
25.14	1	< 0.1%

Value	Count	Frequency (%)
672.73	1	< 0.1%
632.26	1	< 0.1%
598.55	1	< 0.1%
568	1	< 0.1%
516.67	1	< 0.1%
512	1	< 0.1%
510.2	1	< 0.1%
477.78	1	< 0.1%
476.92	1	< 0.1%
467.86	1	< 0.1%

Auto

The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	COD	Município	CV_BCG	CV_HEPatite_BB	CV_HIB	CV_DPT	CV_POLIO	CV_ROTA	CV_PNEMO	CV_MnCC	CV_SCR1	CV_SCR2	CV_Varicela	CV_HEPatite_A
0	110001	110001 Alta Floresta D'Oeste	90.19	141.69	141.69	141.69	147.14	99.46	156.68	104.36	123.46	88.64	87.41	173.33
1	110002	110002 Ariquemes	112.32	97.92	97.92	97.92	105.90	93.41	104.80	96.36	109.48	84.30	84.42	169.81
2	110003	110003 Cabixi	0.00	152.50	152.50	152.50	151.25	138.75	143.75	148.75	166.67	165.43	180.25	355.56
3	110004	110004 Cacoal	119.21	63.61	63.76	63.90	80.49	85.01	86.03	86.39	104.63	85.21	84.51	169.31
4	110005	110005 Cerejeiras	42.62	137.55	138.40	137.55	137.13	125.74	127.00	137.97	129.23	120.00	123.08	250.77
5	110006	110006 Colorado do Oeste	5.61	118.69	118.69	118.69	114.95	84.58	119.16	90.19	108.15	62.66	61.80	132.19
6	110007	110007 Corumbiara	22.05	101.57	101.57	104.72	102.36	97.64	99.21	103.94	96.09	87.50	89.06	187.50
7	110008	110008 Costa Marques	108.15	127.90	127.90	127.90	129.18	93.56	122.32	132.62	119.26	88.93	88.93	171.31
8	110009	110009 Espigão D'Oeste	84.89	115.33	115.33	115.33	124.44	100.00	123.56	98.89	119.15	92.34	90.85	182.13
9	110010	110010 Guajará-Mirim	88.35	83.48	83.48	84.12	100.90	80.41	139.69	85.79	152.10	68.58	63.38	134.73

Last rows

	COD	Município	CV_BCG	CV_HEPatite_BB	CV_HIB	CV_DPT	CV_POLIO	CV_ROTA	CV_PNEMO	CV_MnCC	CV_SCR1	CV_SCR2	CV_Varicela	CV_HEPatite_A
5560	522160	522160 Uruaçu	90.82	73.98	73.98	73.98	83.16	84.52	89.29	90.48	96.92	75.91	77.90	170.29
5561	522170	522170 Uruana	68.42	74.34	75.66	75.66	98.68	100.66	105.92	112.50	97.28	93.20	92.52	176.87
5562	522180	522180 Urutaí	107.69	192.31	192.31	192.31	215.38	192.31	192.31	176.92	147.83	126.09	121.74	278.26
5563	522185	522185 Valparaíso de Goiás	80.47	56.12	56.12	56.20	80.35	79.08	73.58	79.35	85.82	72.13	64.42	165.22
5564	522190	522190 Varjão	84.38	103.13	103.13	103.13	121.88	125.00	125.00	146.88	162.07	134.48	134.48	248.28
5565	522200	522200 Vianópolis	98.47	84.18	85.71	85.71	101.02	104.59	105.10	105.61	106.80	91.26	90.78	189.32
5566	522205	522205 Vicentinópolis	98.21	75.89	75.89	76.79	93.75	103.57	99.11	93.75	91.94	84.68	85.48	167.74
5567	522220	522220 Vila Boa	50.00	116.00	116.00	116.00	114.00	110.00	118.00	112.00	130.36	103.57	101.79	200.00
5568	522230	522230 Vila Propício	94.37	54.93	54.93	54.93	73.24	84.51	95.77	76.06	126.92	76.92	71.15	207.69
5569	530010	530010 Brasília	96.98	73.66	74.40	74.66	88.64	88.87	92.41	89.52	86.58	90.06	88.88	179.54

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Space Separator

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows